Pandas Profiling Report

Dataset statistics

Number of variables	10
Number of observations	5706
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	445.9 KiB
Average record size in memory	80.0 B

Variable types

Numeric	10

Alerts

`gross_revenue` is highly correlated with `qtde_invoices` and 4 other fields	High correlation
`recency_days` is highly correlated with `df_index` and 1 other fields	High correlation
`qtde_invoices` is highly correlated with `gross_revenue` and 2 other fields	High correlation
`qtde_items` is highly correlated with `gross_revenue` and 4 other fields	High correlation
`qtde_products` is highly correlated with `gross_revenue` and 2 other fields	High correlation
`frequency` is highly correlated with `qtde_invoices`	High correlation
`qtde_returns` is highly correlated with `gross_revenue` and 2 other fields	High correlation
`avg_ticket` is highly correlated with `gross_revenue` and 2 other fields	High correlation
`df_index` is highly correlated with `customer_id` and 1 other fields	High correlation
`customer_id` is highly correlated with `df_index` and 1 other fields	High correlation
`gross_revenue` is highly skewed (γ1 = 21.64886448)	Skewed
`qtde_items` is highly skewed (γ1 = 23.07755455)	Skewed
`avg_ticket` is highly skewed (γ1 = 53.30032708)	Skewed
`qtde_returns` is highly skewed (γ1 = 52.0788511)	Skewed
`df_index` is uniformly distributed	Uniform
`df_index` has unique values	Unique
`customer_id` has unique values	Unique
`qtde_returns` has 4200 (73.6%) zeros	Zeros

Reproduction

Analysis started	2022-11-07 18:16:14.825968
Analysis finished	2022-11-07 18:16:37.841708
Duration	23.02 seconds
Software version	pandas-profiling v3.4.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	5706
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2901.328601

Minimum	0
Maximum	5796
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	0
5-th percentile	290.25
Q1	1457.25
median	2903.5
Q3	4348.75
95-th percentile	5504.75
Maximum	5796
Range	5796
Interquartile range (IQR)	2891.5

Descriptive statistics

Standard deviation	1672.098262
Coefficient of variation (CV)	0.5763215726
Kurtosis	-1.196222843
Mean	2901.328601
Median Absolute Deviation (MAD)	1446
Skewness	-0.00358408334
Sum	16554981
Variance	2795912.598
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
3852	1	< 0.1%
3872	1	< 0.1%
3871	1	< 0.1%
3870	1	< 0.1%
3869	1	< 0.1%
3868	1	< 0.1%
3867	1	< 0.1%
3866	1	< 0.1%
3865	1	< 0.1%
Other values (5696)	5696	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
5796	1	< 0.1%
5795	1	< 0.1%
5794	1	< 0.1%
5793	1	< 0.1%
5792	1	< 0.1%
5791	1	< 0.1%
5790	1	< 0.1%
5789	1	< 0.1%
5788	1	< 0.1%
5787	1	< 0.1%

customer_id
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	5706
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16602.89485

Minimum	12346
Maximum	22709
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	12346
5-th percentile	12697.75
Q1	14288.25
median	16229.5
Q3	18212.75
95-th percentile	21746
Maximum	22709
Range	10363
Interquartile range (IQR)	3924.5

Descriptive statistics

Standard deviation	2810.924735
Coefficient of variation (CV)	0.1693032909
Kurtosis	-0.822889109
Mean	16602.89485
Median Absolute Deviation (MAD)	1963
Skewness	0.4410421788
Sum	94736118
Variance	7901297.868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17850	1	< 0.1%
17997	1	< 0.1%
17891	1	< 0.1%
16498	1	< 0.1%
13745	1	< 0.1%
15584	1	< 0.1%
21089	1	< 0.1%
21088	1	< 0.1%
21087	1	< 0.1%
21086	1	< 0.1%
Other values (5696)	5696	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12346	1	< 0.1%
12347	1	< 0.1%
12348	1	< 0.1%
12349	1	< 0.1%
12350	1	< 0.1%
12352	1	< 0.1%
12353	1	< 0.1%
12354	1	< 0.1%
12355	1	< 0.1%
12356	1	< 0.1%

Value	Count	Frequency (%)
22709	1	< 0.1%
22708	1	< 0.1%
22707	1	< 0.1%
22706	1	< 0.1%
22705	1	< 0.1%
22704	1	< 0.1%
22700	1	< 0.1%
22699	1	< 0.1%
22696	1	< 0.1%
22695	1	< 0.1%

gross_revenue
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	5460
Distinct (%)	95.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1801.444075

Minimum	0.42
Maximum	279138.02
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	0.42
5-th percentile	13.325
Q1	236.4925
median	612.99
Q3	1568.89
95-th percentile	5312.765
Maximum	279138.02
Range	279137.6
Interquartile range (IQR)	1332.3975

Descriptive statistics

Standard deviation	7889.980137
Coefficient of variation (CV)	4.379808537
Kurtosis	609.3150354
Mean	1801.444075
Median Absolute Deviation (MAD)	478.52
Skewness	21.64886448
Sum	10279039.89
Variance	62251786.56
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.95	9	0.2%
2.95	8	0.1%
4.95	8	0.1%
1.25	8	0.1%
3.75	7	0.1%
1.65	7	0.1%
12.75	7	0.1%
7.5	6	0.1%
4.25	6	0.1%
5.95	6	0.1%
Other values (5450)	5634	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.42	1	< 0.1%
0.65	1	< 0.1%
0.79	1	< 0.1%
0.84	4	0.1%
0.85	3	0.1%
1.07	1	< 0.1%
1.25	8	0.1%
1.44	1	< 0.1%
1.65	7	0.1%
1.69	1	< 0.1%

Value	Count	Frequency (%)
279138.02	1	< 0.1%
259657.3	1	< 0.1%
194550.79	1	< 0.1%
168472.5	1	< 0.1%
140450.72	1	< 0.1%
124564.53	1	< 0.1%
117379.63	1	< 0.1%
91062.38	1	< 0.1%
77183.6	1	< 0.1%
72882.09	1	< 0.1%

recency_days
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	304
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	116.9053628

Minimum	0
Maximum	373
Zeros	38
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	23
median	71
Q3	199.75
95-th percentile	338
Maximum	373
Range	373
Interquartile range (IQR)	176.75

Descriptive statistics

Standard deviation	111.5749925
Coefficient of variation (CV)	0.9544043989
Kurtosis	-0.6399946632
Mean	116.9053628
Median Absolute Deviation (MAD)	61
Skewness	0.8145762609
Sum	667062
Variance	12448.97895
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	110	1.9%
4	105	1.8%
3	98	1.7%
2	92	1.6%
10	86	1.5%
8	82	1.4%
9	79	1.4%
17	79	1.4%
7	78	1.4%
15	67	1.2%
Other values (294)	4830	84.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	38	0.7%
1	110	1.9%
2	92	1.6%
3	98	1.7%
4	105	1.8%
5	52	0.9%
7	78	1.4%
8	82	1.4%
9	79	1.4%
10	86	1.5%

Value	Count	Frequency (%)
373	23	0.4%
372	23	0.4%
371	17	0.3%
369	4	0.1%
368	13	0.2%
367	16	0.3%
366	15	0.3%
365	19	0.3%
364	11	0.2%
362	7	0.1%

qtde_invoices
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	56
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.467753242

Minimum	1
Maximum	206
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	4
95-th percentile	11
Maximum	206
Range	205
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	6.807257129
Coefficient of variation (CV)	1.963016586
Kurtosis	302.6109884
Mean	3.467753242
Median Absolute Deviation (MAD)	0
Skewness	13.20390977
Sum	19787
Variance	46.33874962
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	2876	50.4%
2	830	14.5%
3	504	8.8%
4	394	6.9%
5	237	4.2%
6	173	3.0%
7	138	2.4%
8	98	1.7%
9	69	1.2%
10	55	1.0%
Other values (46)	332	5.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2876	50.4%
2	830	14.5%
3	504	8.8%
4	394	6.9%
5	237	4.2%
6	173	3.0%
7	138	2.4%
8	98	1.7%
9	69	1.2%
10	55	1.0%

Value	Count	Frequency (%)
206	1	< 0.1%
199	1	< 0.1%
124	1	< 0.1%
97	1	< 0.1%
91	2	< 0.1%
86	1	< 0.1%
72	1	< 0.1%
62	2	< 0.1%
60	1	< 0.1%
57	1	< 0.1%

qtde_items
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	1841
Distinct (%)	32.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	977.4258675

Minimum	1
Maximum	196844
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	106
median	317.5
Q3	804
95-th percentile	2939
Maximum	196844
Range	196843
Interquartile range (IQR)	698

Descriptive statistics

Standard deviation	4424.85589
Coefficient of variation (CV)	4.527050119
Kurtosis	786.8375748
Mean	977.4258675
Median Absolute Deviation (MAD)	253.5
Skewness	23.07755455
Sum	5577192
Variance	19579349.65
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	114	2.0%
2	73	1.3%
3	51	0.9%
4	49	0.9%
5	35	0.6%
6	29	0.5%
12	25	0.4%
88	22	0.4%
72	21	0.4%
7	20	0.4%
Other values (1831)	5267	92.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	114	2.0%
2	73	1.3%
3	51	0.9%
4	49	0.9%
5	35	0.6%
6	29	0.5%
7	20	0.4%
8	18	0.3%
9	7	0.1%
10	17	0.3%

Value	Count	Frequency (%)
196844	1	< 0.1%
80997	1	< 0.1%
80263	1	< 0.1%
77373	1	< 0.1%
74215	1	< 0.1%
69993	1	< 0.1%
64549	1	< 0.1%
64124	1	< 0.1%
63312	1	< 0.1%
58343	1	< 0.1%

qtde_products
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	529
Distinct (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	92.51962846

Minimum	1
Maximum	7838
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	14
median	41
Q3	106
95-th percentile	331.75
Maximum	7838
Range	7837
Interquartile range (IQR)	92

Descriptive statistics

Standard deviation	210.3911487
Coefficient of variation (CV)	2.27401636
Kurtosis	511.1621495
Mean	92.51962846
Median Absolute Deviation (MAD)	33
Skewness	17.7677891
Sum	527917
Variance	44264.43546
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	256	4.5%
2	149	2.6%
3	109	1.9%
10	101	1.8%
6	99	1.7%
9	92	1.6%
5	91	1.6%
4	87	1.5%
11	84	1.5%
7	83	1.5%
Other values (519)	4555	79.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	256	4.5%
2	149	2.6%
3	109	1.9%
4	87	1.5%
5	91	1.6%
6	99	1.7%
7	83	1.5%
8	81	1.4%
9	92	1.6%
10	101	1.8%

Value	Count	Frequency (%)
7838	1	< 0.1%
5673	1	< 0.1%
5095	1	< 0.1%
4580	1	< 0.1%
2698	1	< 0.1%
2379	1	< 0.1%
2060	1	< 0.1%
1818	1	< 0.1%
1673	1	< 0.1%
1637	1	< 0.1%

avg_ticket
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	5512
Distinct (%)	96.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.52923839

Minimum	0.42
Maximum	77183.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	0.42
5-th percentile	3.4625
Q1	7.95
median	15.86033158
Q3	21.97690213
95-th percentile	76.32
Maximum	77183.6
Range	77183.18
Interquartile range (IQR)	14.02690213

Descriptive statistics

Standard deviation	1280.323898
Coefficient of variation (CV)	23.47958519
Kurtosis	2956.973403
Mean	54.52923839
Median Absolute Deviation (MAD)	7.496531367
Skewness	53.30032708
Sum	311143.8343
Variance	1639229.285
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.75	11	0.2%
4.95	10	0.2%
1.25	9	0.2%
2.95	9	0.2%
7.95	8	0.1%
8.25	7	0.1%
1.65	7	0.1%
12.75	7	0.1%
3.35	6	0.1%
4.15	6	0.1%
Other values (5502)	5626	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.42	3	0.1%
0.535	1	< 0.1%
0.65	1	< 0.1%
0.79	1	< 0.1%
0.8371428571	1	< 0.1%
0.84	2	< 0.1%
0.85	3	0.1%
1.002222222	1	< 0.1%
1.02	1	< 0.1%
1.03875	1	< 0.1%

Value	Count	Frequency (%)
77183.6	1	< 0.1%
56157.5	1	< 0.1%
13305.5	1	< 0.1%
4453.43	1	< 0.1%
3861	1	< 0.1%
3202.92	1	< 0.1%
3096	1	< 0.1%
1687.2	1	< 0.1%
1377.077778	1	< 0.1%
1001.2	1	< 0.1%

frequency
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1226
Distinct (%)	21.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5474958329

Minimum	0.005449591281
Maximum	17
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	0.005449591281
5-th percentile	0.01103448976
Q1	0.02494806094
median	1
Q3	1
95-th percentile	1
Maximum	17
Range	16.99455041
Interquartile range (IQR)	0.9750519391

Descriptive statistics

Standard deviation	0.550438394
Coefficient of variation (CV)	1.005374582
Kurtosis	138.6786738
Mean	0.5474958329
Median Absolute Deviation (MAD)	0
Skewness	4.846392144
Sum	3124.011223
Variance	0.3029824256
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	2884	50.5%
2	48	0.8%
0.0625	18	0.3%
0.02777777778	17	0.3%
0.02380952381	16	0.3%
0.08333333333	15	0.3%
0.09090909091	15	0.3%
0.03448275862	15	0.3%
0.02941176471	14	0.2%
0.07692307692	13	0.2%
Other values (1216)	2651	46.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.005449591281	1	< 0.1%
0.005464480874	1	< 0.1%
0.005479452055	1	< 0.1%
0.005494505495	1	< 0.1%
0.005586592179	2	< 0.1%
0.005602240896	1	< 0.1%
0.005617977528	2	< 0.1%
0.00566572238	1	< 0.1%
0.005681818182	2	< 0.1%
0.005698005698	3	0.1%

Value	Count	Frequency (%)
17	1	< 0.1%
4	1	< 0.1%
3	5	0.1%
2	48	0.8%
1.142857143	1	< 0.1%
1	2884	50.5%
0.75	1	< 0.1%
0.6666666667	3	0.1%
0.550802139	1	< 0.1%
0.5335120643	1	< 0.1%

qtde_returns
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	215
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.40308447

Minimum	0
Maximum	80995
Zeros	4200
Zeros (%)	73.6%
Negative	0
Negative (%)	0.0%
Memory size	44.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	38.75
Maximum	80995
Range	80995
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1468.173455
Coefficient of variation (CV)	32.33642542
Kurtosis	2761.915902
Mean	45.40308447
Median Absolute Deviation (MAD)	0
Skewness	52.0788511
Sum	259070
Variance	2155533.293
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4200	73.6%
1	169	3.0%
2	151	2.6%
3	105	1.8%
4	89	1.6%
6	78	1.4%
5	61	1.1%
12	52	0.9%
7	44	0.8%
8	43	0.8%
Other values (205)	714	12.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4200	73.6%
1	169	3.0%
2	151	2.6%
3	105	1.8%
4	89	1.6%
5	61	1.1%
6	78	1.4%
7	44	0.8%
8	43	0.8%
9	41	0.7%

Value	Count	Frequency (%)
80995	1	< 0.1%
74215	1	< 0.1%
9014	1	< 0.1%
8004	1	< 0.1%
4427	1	< 0.1%
3768	1	< 0.1%
3332	1	< 0.1%
2878	1	< 0.1%
2022	1	< 0.1%
2012	1	< 0.1%

Auto

The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	customer_id	gross_revenue	recency_days	qtde_invoices	qtde_items	qtde_products	avg_ticket	frequency	qtde_returns
0	0	17850	5391.21	372.0	34.0	1733.0	297.0	18.152222	17.000000	40.0
1	1	13047	3232.59	56.0	9.0	1390.0	171.0	18.904035	0.028302	35.0
2	2	12583	6705.38	2.0	15.0	5028.0	232.0	28.902500	0.040323	50.0
3	3	13748	948.25	95.0	5.0	439.0	28.0	33.866071	0.017921	0.0
4	4	15100	876.00	333.0	3.0	80.0	3.0	292.000000	0.073171	22.0
5	5	15291	4623.30	25.0	14.0	2102.0	102.0	45.326471	0.040115	29.0
6	6	14688	5630.87	7.0	21.0	3621.0	327.0	17.219786	0.057221	399.0
7	7	17809	5411.91	16.0	12.0	2057.0	61.0	88.719836	0.033520	41.0
8	8	15311	60767.90	0.0	91.0	38194.0	2379.0	25.543464	0.243316	474.0
9	9	16098	2005.63	87.0	7.0	613.0	67.0	29.934776	0.024390	0.0

Last rows

	df_index	customer_id	gross_revenue	recency_days	qtde_invoices	qtde_items	qtde_products	avg_ticket	frequency
5696	5787	22700	4839.42	1.0	1.0	1074.0	62.0	78.055161	1.0
5697	5788	13298	360.00	1.0	1.0	96.0	2.0	180.000000	1.0
5698	5789	14569	227.39	1.0	1.0	79.0	12.0	18.949167	1.0
5699	5790	22704	17.90	1.0	1.0	14.0	7.0	2.557143	1.0
5700	5791	22705	3.35	1.0	1.0	2.0	2.0	1.675000	1.0
5701	5792	22706	5699.00	1.0	1.0	1747.0	634.0	8.988959	1.0
5702	5793	22707	6756.06	0.0	1.0	2010.0	730.0	9.254877	1.0
5703	5794	22708	3217.20	0.0	1.0	654.0	59.0	54.528814	1.0
5704	5795	22709	3950.72	0.0	1.0	731.0	217.0	18.206083	1.0
5705	5796	12713	794.55	0.0	1.0	505.0	37.0	21.474324	1.0

Overview

Variables

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows